{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "from .HuobiServices import *\n",
    "from .DataUtils import *\n",
    "import talib\n",
    "import statsmodels.api as sm\n",
    "from statsmodels import regression\n",
    "import seaborn as sns\n",
    "from collections import OrderedDict\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "lmap=lambda func,it: list(map(lambda x:func(x),it))\n",
    "lfilter=lambda func,it: list(filter(lambda x:func(x),it))\n",
    "zscore=lambda x:(x-np.mean(x,axis=1))/np.std(x,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def kline(asset,interval='15min',count=500):\n",
    "    s=get_kline('{0}btc'.format(asset),interval,count)\n",
    "    if s is None: return None\n",
    "    s=s['data']\n",
    "    s=pd.DataFrame(s)[::-1]\n",
    "    if s.shape[0]<count:\n",
    "        return None\n",
    "    s.index=pd.DatetimeIndex(s['id'].apply(lambda x:datetime.datetime.utcfromtimestamp(x) + datetime.timedelta(hours=8)))\n",
    "    s=s.drop('id',axis=1)\n",
    "    s['avg']=(np.mean(s[['open','high','low','close']],axis=1))\n",
    "    s['diff']=np.log(s['avg']/s['avg'].shift(1)).fillna(0)\n",
    "    return s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_cointegrated_pairs(dataframe):\n",
    "    n = dataframe.shape[1]\n",
    "    pvalue_matrix = np.ones((n, n))\n",
    "    keys = dataframe.keys()\n",
    "    pairs = []\n",
    "    for i in range(n):\n",
    "        for j in range(i+1, n):\n",
    "            stock1 = dataframe[keys[i]]\n",
    "            stock2 = dataframe[keys[j]]\n",
    "            result = sm.tsa.stattools.coint(stock1, stock2)\n",
    "            pvalue = result[1]\n",
    "            pvalue_matrix[i, j] = pvalue\n",
    "            if pvalue < 0.05:\n",
    "                pairs.append((keys[i], keys[j], pvalue))\n",
    "    return pvalue_matrix, pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def linreg(x,y):\n",
    "#     market, asset\n",
    "    x=sm.add_constant(x)\n",
    "    model=regression.linear_model.OLS(y,x).fit()\n",
    "    x=x[:,1]\n",
    "#     alpha beta\n",
    "    return model.params[0],model.params[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Fetch Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "symbols=lmap(lambda x:x['base-currency'],lfilter(lambda x: x['quote-currency']=='btc',get_symbols()['data']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "asset_data=lfilter(lambda x:x[1] is not None,lmap(lambda x:(x,kline(x,interval='15min',count=2000)),symbols))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "asset_data=pd.Panel(dict(asset_data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(107, 2000, 9)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "asset_data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Manipulate Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "market_index=asset_data[:,:,'diff'].mean(axis=1)\n",
    "market_index.name='market_index'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build CAPM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "capm=pd.DataFrame(lmap(lambda x:linreg(x=market_index.values,y=asset_data[x,:,'diff'].values),asset_data.items),index=asset_data.items,columns=['alpha','beta'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filter assets based on rules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "# select high beta assets\n",
    "market_related=capm[(capm['alpha']>0)&(capm['beta']>1)].sort_values('alpha')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "# select low beta assets\n",
    "market_unrelated=capm[(capm['alpha']>0)&(capm['beta']<1)].sort_values('alpha')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "# both need higher alpha, thereby use the highest two\n",
    "candidate=list(market_related[-2:].index)+list(market_unrelated[-2:].index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ven', 'ont', 'mana', 'ht']"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "candidate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6458eafb00>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Jk4mrBw4kOCAAYTJhLCkhISGBhx9+mPXr19OqlexWWL9+PatXr2bm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\nv2EYRhTy/8hL1l0EbTF6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f64900a17b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "asset_data[candidate,:,'diff'].cumsum().join(market_index.cumsum()).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Select assets based on co-integration test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6458d35f60>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AL6pqaxTdD/oWAM+rarfgYd7xAM5X1bEAUgFcqaodeVExIiIiIiIiOt6EYxC9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\nW4tv0RKuGuWuT2uqVkD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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6458df2ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pvalue_matrix,pairs=find_cointegrated_pairs(asset_data[:,:,'diff'].cumsum())\n",
    "pvalues_df=pd.DataFrame(pvalue_matrix,index=asset_data.items,columns=asset_data.items)\n",
    "plt.figure(figsize=(18,18))\n",
    "sns.heatmap(1-pvalue_matrix, xticklabels=asset_data.items, yticklabels=asset_data.items, cmap='RdYlGn_r', mask = (pvalue_matrix == 1))"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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    "name": "ipython",
    "version": 3.0
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
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   "toc_position": {},
   "toc_section_display": "block",
   "toc_window_display": false
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 },
 "nbformat": 4,
 "nbformat_minor": 0
}